{"id":"W6925255151","doi":"10.17605/osf.io/8pwtc","title":"RESTRICTED ENTRY: DO PUNJABI SIKHS HAVE EQUAL TIMELY ACCESS TO COUNSELING AND PSYCHOTHERAPY?","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Mathematical and Theoretical Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Audit; White (mutation); Ethnic group; Mental illness; Health services","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001523133,0.0004459983,0.0008901436,0.0005049031,0.0002982708,0.002424781,0.004065307,0.0004330367,0.00829335],"category_scores_gemma":[0.003099049,0.0003297115,0.00009550508,0.003149514,0.0006561223,0.0002642069,0.0007088059,0.0005413843,0.0007519943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004910616,"about_ca_system_score_gemma":0.0001541446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001330778,"about_ca_topic_score_gemma":0.0001299442,"domain_scores_codex":[0.9962283,0.00009854451,0.0005439851,0.001177237,0.001211693,0.0007402541],"domain_scores_gemma":[0.9960832,0.001544785,0.0003037374,0.001347433,0.0001578892,0.0005629546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002963146,0.000127609,0.00002661298,0.00009638014,0.00008229269,0.00001901885,0.0006400903,0.000001121729,0.00001838464,0.8911166,0.1002135,0.007628843],"study_design_scores_gemma":[0.0001596095,0.00005793104,0.00000870224,0.00160358,0.00008561679,0.000003620125,0.00009863987,0.0003499209,0.00003271233,0.9334056,0.06370535,0.0004887222],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005859361,0.0002732846,0.1362056,0.003553098,0.0006358672,0.002571204,0.0001165713,0.0007301805,0.8553283],"genre_scores_gemma":[0.006396382,0.001961936,0.2213825,0.003257802,0.001172073,0.0005065018,0.00001068593,0.001994518,0.7633176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09201072,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0672646747085712,"score_gpt":0.4191338108226101,"score_spread":0.3518691361140389,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}